Reconstruction on MNIST 1.0 (test)
0.135Recon ErrorCM (end-to-end)
Evaluation Results
| Method | Links | |
|---|---|---|
| CM (end-to-end)Base Model=NVAE, Category=ours, Training Strategy=end-to-end2025.07 | 0.135 | |
| CM (fine-tune)Base Model=NVAE, Category=ours, Training Strategy=fine-tune2025.07 | 0.136 | |
| base pooledBase Model=NVAE, Category=ablations, Training Strategy=pooled2025.07 | 0.139 | |
| CM pooledBase Model=NVAE, Category=ablations, Training Strategy=pooled2025.07 | 0.143 | |
| CM (frozen)Base Model=NVAE, Category=ours, Training Strategy=frozen2025.07 | 0.161 | |
| baseBase Model=NVAE, Category=ablations, Training Strategy=observational2025.07 | 0.271 | |
| Ada-GVAEBase Model=NVAE, Category=baselines2025.07 | 1.035 | |
| BetaTCVAEBase Model=NVAE, Category=baselines2025.07 | 1.036 | |
| TVAEBase Model=NVAE, Category=baselines2025.07 | 1.037 |